Nebius Token Factory vs. Ray Comparison


Nebius Token Factory Nebius	Ray Anyscale	+	+
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About Nebius Token Factory is a scalable AI inference platform designed to run open-source and custom AI models in production without manual infrastructure management. It offers enterprise-ready inference endpoints with predictable performance, autoscaling throughput, and sub-second latency — even at very high request volumes. It delivers 99.9% uptime availability and supports unlimited or tailored traffic profiles based on workload needs, simplifying the transition from experimentation to global deployment. Nebius Token Factory supports a broad set of open source models such as Llama, Qwen, DeepSeek, GPT-OSS, Flux, and many others, and lets teams host and fine-tune models through an API or dashboard. Users can upload LoRA adapters or full fine-tuned variants directly, with the same enterprise performance guarantees applied to custom models.	About Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Engineering and data science teams that need a production-grade inference system to deploy, scale, and manage open-source or custom AI models reliably in enterprise environments	Audience ML and AI Engineers, Software Developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0.02 Free Version Supported Free Trial Supported	Pricing Free Open source. Consumption-based. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Nebius Founded: 2022 Netherlands nebius.com/services/token-factory/enterprise-grade-inference	Company Information Anyscale Founded: 2019 United States ray.io
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Categories AI Fine-Tuning Supported AI Inference Supported ML Model Deployment Supported	Categories Deep Learning Supported Machine Learning Supported ML Model Deployment Supported

Integrations Amazon EC2 Trn2 Instances Not Supported Amazon Web Services (AWS) Not Supported Anyscale Not Supported DeepSeek Supported DeepSeek V3.1 Supported Gemma 3 Supported Gemma 4 Supported Google Kubernetes Engine (GKE) Not Supported Hermes 4 Supported Kimi Supported Kimi K2 Supported Kimi K2.7 Code Supported Kubernetes Not Supported LanceDB Not Supported MLflow Not Supported Mistral NeMo Supported Nebius Supported Qwen Supported Snowflake Not Supported gpt-oss-120b Supported Show More Integrations View All 40 Integrations	Integrations Amazon EC2 Trn2 Instances Supported Amazon Web Services (AWS) Supported Anyscale Supported DeepSeek Not Supported DeepSeek V3.1 Not Supported Gemma 3 Not Supported Gemma 4 Not Supported Google Kubernetes Engine (GKE) Supported Hermes 4 Not Supported Kimi Not Supported Kimi K2 Not Supported Kimi K2.7 Code Not Supported Kubernetes Supported LanceDB Supported MLflow Supported Mistral NeMo Not Supported Nebius Not Supported Qwen Not Supported Snowflake Supported gpt-oss-120b Not Supported Show More Integrations View All 22 Integrations
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